Noise Reduction of Swept-Source Optical Coherence Tomography via Compressed Sensing

被引:4
作者
Luo, Site [1 ]
Guo, Qiang [1 ]
Zhao, Hui [2 ]
An, Xin [2 ,3 ]
Zhou, Liang [4 ]
Xie, Huikai [4 ,5 ]
Tang, Jianyu [1 ]
Wang, Xiao [1 ]
Chen, Hongwei [1 ]
Huo, Li [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[2] Foshan Optomed Technol Co Ltd, Foshan, Peoples R China
[3] Chinese Acad Sci, Suzhou Inst Nanotech & Nanobion, Suzhou 100864, Peoples R China
[4] Univ Florida, Gainesville, FL 32611 USA
[5] Wuxi WiO Technol Co Ltd, Wuxi, Peoples R China
来源
IEEE PHOTONICS JOURNAL | 2018年 / 10卷 / 01期
基金
中国国家自然科学基金;
关键词
Swept-source optical coherence tomography; compressed sensing; noise reduction; multiple scan averaging; RECONSTRUCTION; IMAGES; LASER; OCT;
D O I
10.1109/JPHOT.2017.2787662
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we investigate noise reduction in swept-source optical coherence tomography (OCT) using compressed sensing (CS). Multiple scan averaging is a classical method used to enhance the quality of OCT images by reducing the noise of a system. However, the conventional averaging method requires a repetitive scan at the same location and thus reduces the imaging speed. In this paper, the sparsity property of an OCT A-scan is utilized, and one full A-scan OCT image can be reconstructed from a portion of the acquired data during one sweep period using CS. Thus, multiple OCT A-scans can be reconstructed from a single sweep. The average A-scans yield a better quality than the single A-scan obtained from the whole data acquired during a sweep period. We demonstrate that the average of five reconstructed A-scans from a single sweep using CS offers an image quality and depth resolution similar to those obtained by averaging three sequential A-scans from three sweeps using the conventional averaging method. This proposed method can shorten the time required to perform repetitive scans and thus improve the imaging speed.
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页数:9
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